{"id":"W7037350625","doi":"","title":"Development of novel methods for the detection of chemical and microbiological contaminants in the agri-food chain","year":2013,"lang":"en","type":"other","venue":"OpenGrey (Institut de l'Information Scientifique et Technique)","topic":"Linguistic and Cultural Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosensor; Salmonella; Foodborne pathogen; Multiplexing; Contamination; clone (Java method); Nitrofuran","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00223671,0.0001685745,0.0002662001,0.00003332284,0.0001401265,0.00007042688,0.0004166726,0.0002294538,0.00003862049],"category_scores_gemma":[0.000442689,0.00005102338,0.00006673046,0.0002422954,0.000241314,0.0001101148,0.0001342645,0.0001546566,0.000001852611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003377076,"about_ca_system_score_gemma":0.00002952556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001872164,"about_ca_topic_score_gemma":0.0005444432,"domain_scores_codex":[0.9989836,0.00008262856,0.0004566672,0.0001635644,0.0001341528,0.0001793814],"domain_scores_gemma":[0.999074,0.0002895287,0.0003929494,0.00007840141,0.0001398106,0.00002528537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001845389,0.00006638303,0.0000180353,0.0001744643,0.00003269151,6.921316e-8,0.001560345,4.2111e-7,0.5461529,0.002974207,0.003191977,0.44581],"study_design_scores_gemma":[0.0002173682,0.00005884619,0.001194145,0.0003023002,0.00001860844,0.000006896804,0.000942254,0.0000901143,0.1650691,0.00007742785,0.8318289,0.0001940922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1164488,0.002630417,0.6930332,0.002965503,0.001739678,0.06435572,0.001178317,0.0004355152,0.1172129],"genre_scores_gemma":[0.6518164,0.0006318605,0.3237757,0.001152018,0.0003152481,0.009175058,0.0005859246,0.00002031733,0.01252747],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8286369,"threshold_uncertainty_score":0.2080673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04274555852836692,"score_gpt":0.2910160218851812,"score_spread":0.2482704633568142,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}